{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm import tqdm\n",
    "sns.set()\n",
    "sns.set_theme(style=\"white\", font='Times New Roman',font_scale=1.4)\n",
    "plt.rcParams['font.sans-serif'] = 'Times New Roman'\n",
    "%matplotlib inline\n",
    "\n",
    "data_path='./data/raw_data2020.p'\n",
    "dataPoolfont_sizefont_size = pickle.load(open(data_path, \"rb\" ) )\n",
    "\n",
    "font_size = 20"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**List of data collected from one sampler** \n",
    "\n",
    "| Data Type               | Data |\n",
    "| -----------             | ----------- |\n",
    "| Head-Tracking Data      | Raw Head Position(i.e., x, y and z) <br> Resampled Head Position(i.e., x, y and z) <br> Head Rotation(i.e., x, y and z) <br> Resampled Head Rotation(i.e., x, y and z) |\n",
    "| Motion Data             | Raw Speed <br> Resampled Speed <br> Raw Rotation <br> Resampled Rotation     |\n",
    "| Biosignal Data          | Galvanic Skin Response(4Hz) <br> Blood Volume Pulse(64Hz) <br> Heart Rate() <br> Temperature(4Hz)     |\n",
    "| CyberSickness Data      | Simulator Sickness Questionnaire Score <br> Nausea Score <br> Oculomotor Score <br> Disorientation Score     |\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Component"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Name': 'Andreas', 'Order': 'group1.5', 'SicknessLevel': <createDataset.Questionnaire object at 0x7f118003bdc0>, 'Steam': <createDataset.steamVR object at 0x7f10df4335b0>, 'Empatica': <createDataset.E4 object at 0x7f10df456ee0>}\n",
      "{'SSQ': 33.660000000000004, 'Nausea': 38.16, 'Oculomotor': 15.16, 'Disorientation': 41.76}\n",
      "{'rawHead':              Time   local_X   local_Y   local_Z  local_EulerAngles_X  \\\n",
      "1        0.000000  1.391103  1.724968  0.602513             8.167149   \n",
      "2        0.020000  1.415239  1.734788  0.551443           359.534600   \n",
      "3        0.084569  1.415962  1.734392  0.552461           359.827100   \n",
      "4        0.134371  1.416795  1.733580  0.554464             0.401583   \n",
      "5        0.163161  1.417007  1.733005  0.555336             0.791449   \n",
      "...           ...       ...       ...       ...                  ...   \n",
      "19407  239.967100  1.345868  1.700909  0.596120             6.358425   \n",
      "19408  239.977000  1.346087  1.700988  0.596239             6.331816   \n",
      "19409  239.988000  1.346354  1.701059  0.596398             6.313069   \n",
      "19410  239.999000  1.346558  1.701094  0.596502             6.304495   \n",
      "19411  240.022700  1.346945  1.701119  0.596719             6.273003   \n",
      "\n",
      "       local_EulerAngles_Y  local_EulerAngles_Z  \n",
      "1               355.155600             353.9332  \n",
      "2                 3.820442             354.5170  \n",
      "3                 3.843177             354.3520  \n",
      "4                 3.883654             353.9606  \n",
      "5                 3.841418             353.8699  \n",
      "...                    ...                  ...  \n",
      "19407           329.536300             359.0131  \n",
      "19408           329.579900             359.0023  \n",
      "19409           329.633500             358.9656  \n",
      "19410           329.691400             358.9319  \n",
      "19411           329.800000             358.8789  \n",
      "\n",
      "[19411 rows x 7 columns], 'resampledHead': None, 'rawSpeed':              Time     Speed\n",
      "1        0.000000  0.000000\n",
      "2        0.020000  1.408541\n",
      "3        0.084569  1.405054\n",
      "4        0.134371  1.401490\n",
      "5        0.163161  1.399373\n",
      "...           ...       ...\n",
      "19407  239.967100  1.208391\n",
      "19408  239.977000  1.210625\n",
      "19409  239.988000  1.218289\n",
      "19410  239.999000  1.231443\n",
      "19411  240.022700  1.262868\n",
      "\n",
      "[19411 rows x 2 columns], 'resampledSpeed': None, 'rawRotation':              Time   Rotation\n",
      "1        0.000000   0.000000\n",
      "2        0.020000  -1.094093\n",
      "3        0.084569  -1.056794\n",
      "4        0.134371  -0.993718\n",
      "5        0.163161  -0.957856\n",
      "...           ...        ...\n",
      "19407  239.967100 -10.051040\n",
      "19408  239.977000  -9.998419\n",
      "19409  239.988000  -9.858248\n",
      "19410  239.999000  -9.660769\n",
      "19411  240.022700  -8.738682\n",
      "\n",
      "[19411 rows x 2 columns], 'resampledRotation': None, 'fs_speed': 200, 'fs_rotation': 200, 'fs_head': 200}\n",
      "{'GSR':       FrameCount      Time  UnixTimeSeconds       E4_Time       GSR      dGSR\n",
      "0            1.0    0.0000     1.595590e+09  1.595590e+09  1.914167  0.000000\n",
      "1            1.0    0.0000     1.595590e+09  1.595590e+09  1.900077 -0.056360\n",
      "2            1.0    0.0000     1.595590e+09  1.595590e+09  1.892391 -0.017936\n",
      "3            1.0    0.0000     1.595590e+09  1.595590e+09  1.873177 -0.099912\n",
      "4            1.0    0.0000     1.595590e+09  1.595590e+09  1.862929 -0.023060\n",
      "...          ...       ...              ...           ...       ...       ...\n",
      "1018     19380.0  239.6449     1.595590e+09  1.595590e+09  6.074151 -0.012810\n",
      "1019     19380.0  239.6449     1.595590e+09  1.595590e+09  6.080555  0.033300\n",
      "1020     19380.0  239.6449     1.595590e+09  1.595590e+09  6.080555 -0.012808\n",
      "1021     19380.0  239.6449     1.595590e+09  1.595590e+09  6.088241  0.046116\n",
      "1022     19380.0  239.6449     1.595590e+09  1.595590e+09  6.086960 -0.023058\n",
      "\n",
      "[1023 rows x 6 columns], 'BVP':        FrameCount      Time  UnixTimeSeconds       E4_Time       BVP\n",
      "0             1.0    0.0000     1.595590e+09  1.595590e+09 -6.726044\n",
      "1             1.0    0.0000     1.595590e+09  1.595590e+09 -6.793930\n",
      "2             1.0    0.0000     1.595590e+09  1.595590e+09 -7.231201\n",
      "3             1.0    0.0000     1.595590e+09  1.595590e+09 -7.788422\n",
      "4             1.0    0.0000     1.595590e+09  1.595590e+09 -8.394318\n",
      "...           ...       ...              ...           ...       ...\n",
      "16312     19398.0  239.8443     1.595590e+09  1.595590e+09  4.697502\n",
      "16313     19398.0  239.8443     1.595590e+09  1.595590e+09  4.697502\n",
      "16314     19398.0  239.8443     1.595590e+09  1.595590e+09  1.902718\n",
      "16315     19398.0  239.8443     1.595590e+09  1.595590e+09  0.850975\n",
      "16316     19398.0  239.8443     1.595590e+09  1.595590e+09  0.336319\n",
      "\n",
      "[16317 rows x 5 columns], 'HR':     FrameCount       Time  UnixTimeSeconds       E4_Time         HR\n",
      "0          1.0    0.00000     1.595590e+09  1.595590e+09  109.70920\n",
      "1          1.0    0.00000     1.595590e+09  1.595590e+09  112.93600\n",
      "2          1.0    0.00000     1.595590e+09  1.595590e+09  103.77890\n",
      "3          1.0    0.00000     1.595590e+09  1.595590e+09   98.45699\n",
      "4          1.0    0.00000     1.595590e+09  1.595590e+09  106.66170\n",
      "5       2826.0   37.73720     1.595590e+09  1.595590e+09   95.99553\n",
      "6       2884.0   38.43701     1.595590e+09  1.595590e+09   98.45699\n",
      "7       2931.0   38.97042     1.595590e+09  1.595590e+09   93.65418\n",
      "8       5686.0   73.48728     1.595590e+09  1.595590e+09  119.99450\n",
      "9       5732.0   74.00971     1.595590e+09  1.595590e+09  112.93590\n",
      "10      5769.0   74.53094     1.595590e+09  1.595590e+09  112.93600\n",
      "11      5793.0   75.04401     1.595590e+09  1.595590e+09  119.99450\n",
      "12      5880.0   76.10013     1.595590e+09  1.595590e+09  116.35830\n",
      "13     10573.0  133.63840     1.595590e+09  1.595590e+09  112.93600\n",
      "14     10618.0  134.14760     1.595590e+09  1.595590e+09  137.13650\n",
      "15     10673.0  134.83780     1.595590e+09  1.595590e+09  109.70920\n",
      "16     10718.0  135.35980     1.595590e+09  1.595590e+09  101.04800\n",
      "17     10758.0  135.87120     1.595590e+09  1.595590e+09  116.35820\n",
      "18     10804.0  136.39160     1.595590e+09  1.595590e+09  119.99450\n",
      "19     10849.0  136.93740     1.595590e+09  1.595590e+09  116.35830\n",
      "20     10873.0  137.44620     1.595590e+09  1.595590e+09  116.35830\n",
      "21     10912.0  137.92600     1.595590e+09  1.595590e+09  116.35830\n",
      "22     10957.0  138.44550     1.595590e+09  1.595590e+09  119.99450\n",
      "23     11003.0  138.95690     1.595590e+09  1.595590e+09  116.35830\n",
      "24     11029.0  139.47880     1.595590e+09  1.595590e+09  116.35820\n",
      "25     11049.0  139.81310     1.595590e+09  1.595590e+09  116.35830\n",
      "26     12531.0  157.70790     1.595590e+09  1.595590e+09  116.35830\n",
      "27     13114.0  164.74530     1.595590e+09  1.595590e+09  106.66170\n",
      "28     13156.0  165.25650     1.595590e+09  1.595590e+09  116.35830\n",
      "29     13198.0  165.77870     1.595590e+09  1.595590e+09  123.86520\n",
      "30     13247.0  166.33260     1.595590e+09  1.595590e+09  119.99450\n",
      "31     13286.0  166.81050     1.595590e+09  1.595590e+09  116.35830\n",
      "32     13331.0  167.33360     1.595590e+09  1.595590e+09  116.35820\n",
      "33     13432.0  168.54310     1.595590e+09  1.595590e+09  109.70920\n",
      "34     14400.0  180.20440     1.595590e+09  1.595590e+09  119.99450\n",
      "35     14444.0  180.71600     1.595590e+09  1.595590e+09  119.99450\n",
      "36     14490.0  181.26050     1.595590e+09  1.595590e+09  103.77900\n",
      "37     14588.0  182.44750     1.595590e+09  1.595590e+09  112.93600\n",
      "38     15103.0  188.64510     1.595590e+09  1.595590e+09  106.66170\n",
      "39     15157.0  189.31410     1.595590e+09  1.595590e+09  112.93600\n",
      "40     15248.0  190.35700     1.595590e+09  1.595590e+09  106.66170\n",
      "41     15632.0  194.98760     1.595590e+09  1.595590e+09  119.99450\n",
      "42     16231.0  202.22940     1.595590e+09  1.595590e+09  103.77900\n",
      "43     16273.0  202.71710     1.595590e+09  1.595590e+09  132.40760\n",
      "44     16317.0  203.24120     1.595590e+09  1.595590e+09  101.04800\n",
      "45     16359.0  203.77650     1.595590e+09  1.595590e+09  106.66170\n",
      "46     16403.0  204.28300     1.595590e+09  1.595590e+09  127.99410\n",
      "47     16493.0  205.33740     1.595590e+09  1.595590e+09  116.35830\n",
      "48     17626.0  218.87470     1.595590e+09  1.595590e+09  119.99450\n",
      "49     17655.0  219.21900     1.595590e+09  1.595590e+09  103.77900\n",
      "50     17896.0  222.14060     1.595590e+09  1.595590e+09   98.45695\n",
      "51     17912.0  222.31890     1.595590e+09  1.595590e+09  112.93600\n",
      "52     19398.0  239.84430     1.595590e+09  1.595590e+09   87.26867, 'TEM':       FrameCount      Time  UnixTimeSeconds       E4_Time    TEM\n",
      "0            1.0    0.0000     1.595590e+09  1.595590e+09  32.73\n",
      "1            1.0    0.0000     1.595590e+09  1.595590e+09  32.73\n",
      "2            1.0    0.0000     1.595590e+09  1.595590e+09  32.73\n",
      "3            1.0    0.0000     1.595590e+09  1.595590e+09  32.73\n",
      "4            1.0    0.0000     1.595590e+09  1.595590e+09  32.73\n",
      "...          ...       ...              ...           ...    ...\n",
      "1019     19350.0  239.3108     1.595590e+09  1.595590e+09  35.87\n",
      "1020     19350.0  239.3108     1.595590e+09  1.595590e+09  35.87\n",
      "1021     19350.0  239.3108     1.595590e+09  1.595590e+09  35.87\n",
      "1022     19350.0  239.3108     1.595590e+09  1.595590e+09  35.87\n",
      "1023     19350.0  239.3108     1.595590e+09  1.595590e+09  35.87\n",
      "\n",
      "[1024 rows x 5 columns]}\n"
     ]
    }
   ],
   "source": [
    "name = list(dataPoolfont_sizefont_size.keys())[0]\n",
    "one_sample = dataPoolfont_sizefont_size[name]\n",
    "print(vars(one_sample))\n",
    "print(vars(one_sample.SicknessLevel))\n",
    "print(vars(one_sample.Steam))\n",
    "print(vars(one_sample.Empatica))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze whole distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Times New Roman'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['Times New Roman'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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nvLy89MUXX6h169b52vj5+alfv35avXq1Xn/9dWVmZmrixIny9vYu0BYoC1u2bLEU5zp37qz//ve/BV7l6dChg/r06aOcnBxt3LhRDRs2tEeoAADYVN26dWUymQos79q1q1544QUdOXJEEydO1MGDB7Vv3z6NHj1aCxYs4JVXVBpLly61FOf69OmjqVOnFhjm5N5779WAAQOUmZmpNWvW6JZbbrFHqIBDYlAgwAHEx8frgw8+kCR5eHho/vz5RRbcevXqpffff1/StTtVr776qgzDKJdYUbmFhYVZvn7ttdeK/KOjSpUqCgwMVIsWLcojNAAA7OrOO+/Ud999pzZt2kiSdu3apcWLF9s5KqD8mPNEFxcXvf7660WOQezm5qY+ffro1ltvLa/wAIfHE3SAA1iwYIEyMjIkSaNGjdIdd9xx3T7/+Mc/tGrVKv3222+Ki4vT5s2bFRAQYLVtbm6u1q5dq9DQUO3fv18XLlyQJDVs2FC+vr565JFH1K1bN7m6ulr6vPbaa1qxYoUaN26sTZs2FRrH8uXL9frrr0u6dlFu0qRJsY87r+joaC1ZskQ7d+7UuXPnVLVqVTVp0kRdu3bV4MGDC31FJO/gzQsXLlTHjh31448/avny5Tp69KiysrLUrFkzPffcc3rqqacs/TIzM7Vs2TKtWLFCx48fV1ZWllq2bKlBgwbpscceK5N4zWOfmL3++uuWc2dmbVyU3NxcrV69WmvWrNHBgweVkpKiGjVqqEWLFurZs6f69etXaKFs9uzZ+vzzzyVde53m8uXLWrhwoTZs2KDTp0/r8uXLJRobJSEhwfK1t7d3sfpcz86dO7V8+XJFR0fr3LlzyszMlKenp1q3bq0uXbqoV69ehd5d3bRpk1auXKk9e/bowoULql69upo2bapu3brp2WefVfXq1a32+/vntn79+lq8eLHWrl2rEydOKDk52erPYvv27VqxYoWio6OVlJSkKlWqqHHjxurcubOGDBmiBg0a2OScAAAqpmrVqunDDz9Ur169ZBiG/ve//+nZZ5/Nl2NJ1x8P7dKlS1q0aJG2bNmio0ePKi0tTTVr1pSnp6fuuOMOPfjgg+rRo4fq1atnNY7Tp09r4cKF2rp1qxISEpSbm6sGDRro/vvv17PPPlsgJykqtoiICH333Xfau3evkpKS1KBBA0tuWNw8MCcnR6tWrdL69esVExOj5ORkVa9eXc2aNVOPHj00cOBAVatWzWrfoKAgRUVFqWPHjvrmm2909uxZzZ07V5s2bdLZs2fl7u4uX19fDRo0SF27di3QPyAgQPHx8ZbvP//8c0tuZNa7d29Nnz7d8n1iYqI2bNigyMhIHTp0SImJicrOzladOnXk6+urXr16qWfPnlYLUCXN9/6ey953331Wz0NqaqoWLVqksLAwHTt2TGlpafL09FS7du3Uu3dv+fv7W+1ni3NYXOY8sU6dOjZ7Mi48PFyrV6/W7t27df78eeXk5OjWW2+Vj4+P/P399eijj8rd3b1AP3vkzxs3btSqVau0b98+nT9/XlWrVtXtt9+ugIAABQUFqVatWjY5J7h5UaAD7MwwDP3000+SriV1AwYMKHbfwYMH67fffpN0LUGyVqA7ffq0xowZo9jY2ALrjh8/bpl0oqiEoCzl5ubqvffe06JFi/Itz8zMVGxsrGJjY7Vo0SJ9+umnevDBB4vcVnZ2tkaOHKnNmzfnW75//35NmjRJBw4c0JtvvqmUlBSNHj1aO3bsyNdu9+7d2r17t06ePKmXXnqpzOMtjuTkZI0cOVK7du3Kt/zixYuKiopSVFSUFi1apJCQEDVu3LjIbR0/flzDhg3Ll6SWVN4/MP78888berX66tWr+ve//601a9YUWHf27FmdPXtWW7Zs0YULFwr88ZKRkaEJEyZow4YN+ZYnJydrz5492rNnj7755ht99dVX143x4sWLhf6O5N3f66+/rp9//rnAuri4OMXFxen777/XrFmzCi2UAwAqhxYtWujBBx/U77//rsTERO3fv1/33HNPsfv/+eefGjJkiBITE/Mtv3jxoi5evKg///xTGzduVG5urp577rkC/VeuXKnJkycrMzMz3/ITJ07oxIkT+vHHHzV+/Hi9+OKL143l448/1hdffFHs2K1JSEjQyJEjdejQoXzLk5OTtWvXLu3atUvfffedvvzyy+vepN65c6dGjx6tixcvWpZlZGTo999/1++//65XX31Vzz///A3Fm5OTo65duyo3N7fAusTERG3atEmbNm3Sjz/+qNmzZxd6M9CWDh48qBdffLHAZ+Ls2bMKDQ1VaGioevTooZkzZ6pq1apFbqssz6E5T0xKSlJycrJq165dqu1I1z7vL7/8siIiIgqsi4+PV3x8vH755RdJKlAoK+/8OSUlRePGjdP27dvzLc/MzFRMTIxiYmK0ePFizZkzR+3atStyf6jcKNABdvbHH39YZmz18/NTzZo1i933gQceULVq1XT16lWrMyUlJSVp4MCBlov5/fffr969e6tZs2aSrhXvtm/frtDQ0Bs/kFKaOXOmpdjVpEkTjRgxQm3atFF6ero2bdqkRYsW6fLly3rxxRf1448/FjkV+6effqq9e/eqV69e6tWrl+rVq6fjx49r9uzZOnbsmL755hsFBATom2++0e7duzVw4EA98sgjql27tmJjY/Xpp58qMTFRn332mbp162b11cwbiXf16tVKTEy0JD3//Oc/LTN8mdWtW9fydU5Ojl566SXt3r1bktSxY0c9++yzatKkiRITE7Vs2TJt3LjRksivXLmyyCRx3LhxSkxMVFBQkAICAnTLLbfoxIkTatSo0fV+TBY+Pj6WAmhwcLD+85//FPp0Y1Fyc3M1atQobd26VZLUtGlTDRw4UL6+vnJ3d9e5c+e0e/durVu3zmr/SZMmWYpzrVq10tChQ9W8eXOlpKTo559/1ooVK5SYmKghQ4Zo1apVRT7Z9u9//1txcXF66qmn9Nhjj6levXr666+/LEmmYRgaN26ctmzZIkmWu7W33XabnJ2dtW/fPs2bN08JCQkaN26cvvvuO7Vt27bE5wQAcPPo1KmTZczW6OjoEhXoJk6cqMTERLm6uqpfv37q0qWL6tWrJ8MwdObMGe3Zs8fqTOrStbFiX3vtNRmGIQ8PDw0bNkydOnWSi4uLdu/erS+//FIXL17URx99pJo1a+ab9OLvfvnlF8XFxclkMmnIkCFq0aKFMjIyiryh9XcXL17UM888o7/++ktubm56+umnde+996px48ZKS0vT1q1btXDhQp04cUIjRozQihUrCs2FExMTNXr0aDk7O2vChAnq0KGDXF1dtWvXLv3nP//RpUuX9NFHH6lLly75crj//e9/ysrKUq9evSQVnOxDUr4nm8zDxtx///3q0qWLTCaTPD09lZqaqlOnTmnp0qXavXu3tm7dquDgYMswNWYlzfeu5+zZsxoyZIhSUlLk5OSk3r176/HHH1ft2rV15MgRzZs3T4cOHdIvv/yi1157TR9//HGh2yrtOSwuHx8fxcXFyTAMTZ48WdOnTy9VATM9PV2DBg2yjGfn4+Oj/v37q0WLFnJzc9OZM2e0Y8cOrV27tkDf8s6fzRNjxMTEqEqVKnriiSfUtWtXNWnSRFlZWYqOjta8efN0/vx5vfDCC5Y3lACrDAB29dNPPxkmk8kwmUzGzJkzS9z/6aeftvQ/c+ZMvnWjR4+2rPvqq68K3caVK1eM5OTkfMsmTZpkmEwmw9/fv8j9L1u2zLKPU6dOFVj/3HPPGSaTyXjuuecKrDt06JDRqlUrw2QyGU888YSRkpJSoE14eLilzf/93/8VWL99+3bL/k0mkzF//vwCbRITE4327dsbJpPJuP/++42WLVsaGzZsKNAuNjbWsq933323TOI9deqUJdZly5YVWJ/Xt99+a2n76quvGrm5uQXafPTRR5Y2H374YYH1n332mWV9q1atjN9++63IfV5PQkKCcffdd1u2eddddxljx441vvnmG2Pv3r1GRkZGsbazYMECyzZGjx5daL+cnJwCn+vNmzdb+g4ePNhq3yVLlljajB8/vsD6vJ9bk8lk/PDDD4XGat6Wj4+PER4ebrVNcnKy8fjjjxsmk8kYMGBAEUcOAKhI8uYZn332WbH7bdu2zdLv9ddfL7C+sG2ePHnSsu6bb74pdPu5ubkFcrfMzEyjc+fOhslkMtq1a2ccPHiwQL/Tp08bDz74oGEymYy7777bOH/+fKGxFXWdNbteHvjKK69Y8smTJ09a3UZMTIzRrl07w2QyGR999FGB9eZc0rydv+cFhmEYO3bsMFq2bFloDpf3uK73c8zNzTWOHz9eZJtPP/3UMJlMRsuWLY1jx44VWF+SfC/vZ2z79u0F1o8dO7bIfCUjI8MICgqytNmyZUuBNrY6h9ezd+9eSx5sMpkMPz8/Y+LEicaSJUuM2NhYIzs7u1jbef/99y3beOedd6zmwIZx7djPnTuXb1l558/mbfn5+Rn79++32ibv790rr7xS1KGjkmOSCMDO8j5eXtg4IkXJewfO/CSeJB09etRyd7V79+4aMWJEoduoXr26XcZE+O677yyvD7z33ntWx6ro0qWL+vbtK0nat2+f9u3bV+j27r77bg0ePLjA8ltvvVWPPPKIJOnChQt69NFH1b179wLtWrVqpQ4dOkiS1ScSbR3v9Zif1PP09NTkyZPl5ORUoM3YsWMtT0QuXbq0wOssefXu3VudO3cudTzStXELP/74Y3l4eEi69ppqaGio3n33XfXr108dOnTQs88+q/nz5+f7POaVm5ur//3vf5KuzVj8wQcfFDoGiLOzc4Gn38znxdXVVdOmTbPa9+mnn9YDDzwgSdqwYUOBV0Lyuv/++9WvXz+r6wzDUEhIiKRr47d06dLFartatWpp4sSJkq4NCn78+PFC9wcAuPnlfbXv0qVLxe537tw5y9d+fn6FtnNyciqQu+W93o0cOdLqEA+NGzfWq6++KunaU0rLly8vdB/Ozs567733Sj0L7enTpy1Pwk+ePFm33Xab1XZt2rSxPNFWVDyS9Oabb1p9Kt7Pz0933323JOs5XEk4OTldd5zd0aNHq06dOjIMo8ixmm/U2bNnLfn8Qw89ZDVfcXNz0/vvvy8Xl2svx/19GJa/K8tzeNdddyk4ONjyFsKlS5f0008/afLkyXryySfl5+enYcOG6YcfflBaWprVbVy6dElLliyRdO3JuX//+99Wc2Dp2rH//e+n8syfzeMCStL48ePl6+trtV3jxo01atQoSVJoaGihxw5QoAPsLDU11fK1uehREnn7XLlyxfJ1eHi45RH9IUOGlD7AMmQeU6JFixaWhMCap59+ukAfa4qa3CHvq6aPP/74ddudOnWqzOMtytmzZ/Xnn39Kkh599FHVqFHDajsXFxfLuBspKSmKiYkpdJvmVztulL+/v9atW6egoCDVqVMn37rMzExFR0dr2rRpeuSRR7Ry5coC/WNjY3XmzBlJUr9+/Ur06kN2drZl7MAHH3xQDRs2LLStOYnNzs5WVFRUoe2KOi9HjhzRyZMnJUmBgYFFxnbvvfdavt6zZ0+RbQEAN7e8+VneXO968s5ouWLFihLt05xzODk56f/+7/8KbdezZ0/La6RF5Sn33HNPqSf/kq7lojk5OXJ3dy/0BpeZ+RqamJiYb0KqvG655RY9/PDDhW7Dx8dHkvUc7kbk5ubq7NmzOnr0qGXc2T///FNeXl6SVGBsPVuKiopSTk6OJBX5M23SpInlxmTePn9XHuewX79+WrVqlfr06VMgxzO/1jx58mT16NFDv/76a4H+27dvV3p6uiRp0KBBqlKlSrH3Xd75844dO3T58mVJxc8Ts7KyitwfKjfGoAPsLO+FqzR3U/L2yXsROnjwoKRrTxkVVUyyl8zMTMtTRnfddVeRbVu3bi1XV1dlZWVZxqKwpqiBhfOOZ9K0adPrtvt7Ml0W8Rbljz/+sHx9vf3l/fn+8ccfat++vdV2Rc3YVlJeXl5688039cYbbyg2NlZ79uxRTEyMdu7caTlPly5d0qRJk5STk2N5qlD6/59NqeinA6w5deqUJWkr6XkpTFHn5cCBA5av+/fvX9ww8z0BAQCofPLmEYUVCay57bbb5Ofnp+joaM2fP1+///67evTooY4dO6pdu3ZWZ6s0M1/rmjRpUuT4sG5ubmrdurWioqKKzFNuNG8wX0PT09PVpk2bYvdLSkqyOj6ut7e31VlTzcxPFJakIFoYwzC0atUq/fjjj9q3b5+uXr1aaNu8b8PYWt785Xr5/N13361ff/1V6enpOnXqlNV8t7zOYbNmzTRt2jQFBwfrwIED2rt3rw4cOKAdO3ZYbtKeO3dOL730kr7++mtLcVHKnyea32wprvLOn/PmiSV5S4U8EYWhQAfYWd4nkJKSkkrc//z585av875OYU4WatWqVepXE8pSSkqK5evrDZTr6uqq2rVr69y5c/n6/V21atUKXZc3GSlOu7/P3FUW8RalJPvL+2h/Ya+VSiqT15idnZ3l4+NjueMqXUtW3n//fcvrER988IECAwMtf6DkTWTzPilQHCU5L3m3Xdrzkvf3qySKSuQBADe/vNe6kl5/P/roI40fP167d+/WkSNHdOTIEc2ZM8dy0/WJJ55Qnz59CszWab7WFWcCAvM1sqg8xdpQHiVR2muo+Ubc3xVVnJQKz+FKKiMjQ2PGjLH6dJc1ZXnNz5u/lCQfLOznWl7n0MzV1VXt27fPV/yKiIjQ1KlT9ccffygnJ0fvvPOO1q9fb3kVNe/vTv369Uu0v/LOn8kTYWsU6AA7y3tXJu8do+LIycnR4cOHJV0bZ6GomSodWWHjSjiq8o7XVvsrySsCN8LX11dff/21nnrqKZ04cUIpKSmKiIiwjANoK7Y6L0XdSc6boH7xxRfFnnWrJLOzAQBuPnlzuqKe8LemQYMG+v777xUREaFffvlFO3bs0JEjRywzQkZHR2vu3Ln66quvrG7bUfIG82uWderU0cKFC4vd70Zeq7WF//73v5biXMeOHfXMM8/Ix8dH9erVU7Vq1Sx5w7PPPqvo6Gh7hlohderUSXPnzlWvXr2UnJys48ePKzY2tkRPWRZHefwe5H2VeMWKFZZxAK/H/Ho08HcU6AA7M5lMql27tpKTkxUdHa3Lly8XOr38323bts1yl/Hvrwqan8xLSUlRZmZmiZ+iM1/UrncHrbC7nNeT927U9Z4czM7OttzZssdkFn/fb3nEW5L95V2f9ylKe/Lw8NDjjz+uOXPmSJJOnDhhWZf3qdFz586pefPmxd5uSc5L3tcHSnte8varWbOmTCZTqbYDAKhctm3bZvm6pK/pmXXq1EmdOnWSdO2pooiICC1ZskTbt2/XyZMn9fLLL+cb69V8zSrOGxnma2RZ5lXmeFJTU9W8efNyu1F4IwzD0I8//ijpWm69YMGCQm/klfYtiZLIm4ecP3++yLF38/7c7ZUvF1f9+vXVtWtX/fTTT5Ku5YnmAl3ePDExMbHQyUWsKe/8OW+snp6eFN5ww5gkArAzJycnPfnkk5KuPe78ww8/FLvvt99+a/m6d+/e+daZXznMysoq1YD15rHxrjfz2LFjx0q8bena+CfmsTGuN9PpwYMHlZWVJUl2K5DYKt7i3s1r0aKF5evr7S/v+rz97C3vawl5jzvv67AlvfN82223WV7PKI/zkncGvF27dpVqGwCAyiUuLs4y+ULDhg0LndmxJOrUqaPHHntMCxYsUEBAgKRrky7lnTXcfK07ffq0Lly4UOi2srKyFBsbK6ls8ypzwSUzMzPfWF2OLDk52VK87NmzZ6HFudTU1CJzYFs9vZU3f9m7d2+Rbc15j7u7e4mKWvZSFnlieefP5ImwNQp0gAMYNGiQ5Qm3zz//PN/TRoX5+eeftWXLFknXkit/f/9867t27Wq52C1YsKDEMZlfL0hNTdXRo0ettsnMzNQvv/xS4m2bme8K//HHH0VeRM13MvP2sQdbxJt3vJiipnRv0KCB5cmydevWFTpYb05OjmWWt1q1auVLasqCeWbg4sibjOdNFFu1amW5A7x06dISDUTs4uJimQVr69atloGGrTH/HFxcXNSxY8di7yMvHx8fy93QH374QRkZGaXaDgCgcrh69aomTZpkuV4OGzas2K+9FVfe3CLveF3m5YZhaNmyZYX2Dw0Ntcw8WZZ5lb+//w3lorZmzsGKyr/yvrJY1FsiS5cuVXZ29nX3db39XU/Hjh0tTx4W9TNNSEiwPLWZt095s0WeeN9991lmQf7mm28KnZHWmvLOnx944AHLjeOFCxeW6PgBayjQAQ6gSZMmevXVVyVdm5V1yJAhRU7ZvnbtWk2aNEnStcFXP/zwwwJ36u644w7LmF8bN27U119/Xej20tLSCjymn7egMW/ePKv9pk+frrNnzxZxZEUbOHCg5c7k5MmTdeXKlQJtfv/9d0uh5a677rrujExlyRbx1q5dW66urpKkkydPFrm/Z599VpJ04cIFvffee1bbfP755zpy5Iika9Pal/WEIG+99Za++OKLIgfTla4Vz8yv3Xh4eOSbncvZ2VnPP/+8JOnMmTOaNGlSoclrbm5ugc+Y+bxkZWXp3//+t+Vpxbx+/PFH/f7775KkRx55pMSDDOeN9cUXX5R0bQbZV199tchE+8qVK/mebAUAVB5HjhzRM888Yxl/rmPHjho4cGCJthEbG2t5us0awzAshRgnJ6d8Y6N2797dcr374osvLOMU5/XXX3/pgw8+kHTtSas+ffqUKL6SaNasmXr27Cnp2o3lwvJJs1OnTmnNmjVlFo95Yoyi8i9PT0/L5Bhr1qyxes3ft2+fPv300yL3VZJ8rygNGjRQ9+7dJUm//vqrpaiUV2Zmpt544w1LPmTOk+xhzJgxWrRokdLS0opst3z5cstTpo0aNco3/twtt9yi/v37S5JiYmL0/vvvF1r4ysrKKjBRQ3nmz7fccotlf7t379b7779f5PBASUlJWrp0aan2hcqBMegABxEUFKSTJ09q4cKFSkhIUN++ffX4448rICBAjRo1UnZ2to4ePao1a9ZYLmhubm6aMWNGvser83rrrbe0Z88eJSYmasaMGfrtt9/Uu3dvNWvWTE5OToqPj1dkZKTWrl2rzz77TPfdd5+lb5s2bdS+fXvt3r1bP/zwg7KysvTUU0+pZs2aOnHihGUMFHOb0mjZsqWGDh2q//3vfzp06JB69+6tESNGqHXr1kpPT9fmzZstd85cXV0VHBxcqv3Yii3idXFxUdu2bbVr1y4tW7ZMbdq0UevWrS1312vVqmUZB2PAgAFavXq1du/ereXLlyshIUHPPPOMmjRponPnzmnZsmWWJxhvv/12jRo1qszPQXJyspYsWaLPP/9cXbt21b333msZRzE7O1snT57Upk2btG7dOkuCMn78eMsMrmbPPvusNm/erK1bt2rDhg3q1auXnnnmGfn6+srd3V3nzp3T3r179fPPP+uJJ57Q2LFjLX0ffvhh9ezZU+vXr9fvv/+u/v37a8iQIWrWrJkuXbqkn3/+2XKXuXbt2nr99ddv6JgHDhyobdu2acOGDVq/fr0OHjyo/v3766677lLNmjV15coVHT16VFFRUdq0aZPc3Nz03HPP3dA+AQCO5/z584qLi7N8n56erpSUFB0+fFjbt2/X1q1bLYWEdu3a6dNPP7UUaYorNjZWr7/+utq2bSt/f3/L5ATZ2dk6ffq0li9frq1bt0qSAgIC8t2AcnNz07vvvquXXnpJV65c0cCBA/X888+rU6dOqlKlinbv3q2vvvrKUtB49dVX5enpeaOnpUhvv/22Dhw4oFOnTmn69OkKCwvTk08+qRYtWsjNzU3Jyck6dOiQfvvtN23fvl2PPPKInnjiiTKJpX379jp9+rQ2bdqk77//Xvfcc4/lSbcaNWqobt26cnZ2Vq9evbRo0SIdPnxYAwcO1NChQ+Xt7a0rV64oPDxcixcvloeHh+rXr5/vFeO8SpLvXc8bb7yh7du3KyUlRW+88YZ27typxx57TLfccouOHj2quXPnWoq6jz76qLp27XrD56q0/vrrLwUHB2vmzJkKCAiQn5+f7rjjDtWqVUsZGRk6evSo1q9fr/DwcEnXisyvv/56gQcNxo8fr61btyouLk7ffvutdu/erQEDBshkMsnV1VVnzpxRdHS0fv75Z/3zn//MV2gu7/x5/Pjx2rFjh/bu3auFCxcqKipKTz/9tFq1aiUPDw+lpKToyJEj2rZtm3799VeZTCb169fvhvaJmxcFOsCB/Pvf/1azZs30ySefKDk5WT/99JNl8NS/a968uYKDgwtMDpFXvXr1tHjxYo0aNUpxcXHavn27tm/fXux4pk6dqqCgIJ0/f14rVqwocNdu2LBhatGiRakLdJL0r3/9S+np6Vq8eLFOnjypyZMnF2hTs2ZNffLJJ4UWIsuTLeJ98cUX9dJLLyk5OVkTJkzIt27MmDGWYlSVKlX0xRdfaOTIkdq1a1ehP7/mzZsrJCTEMm5gWTL/IZCVlaWNGzdq48aNhbatWrWqxo0bpyFDhhRY5+zsrP/85z+aNGmSQkNDdfz4cb3//vvFjuPDDz9UTk6ONmzYoJiYGE2cONFqrF999dUNz27s5OSkjz/+WFOnTtX333+vkydPasaMGYW2L+s/dgAA9vHdd9/pu+++K7KNp6enBg8erOHDh9/Qq6379+/X/v37C13fvn17TZ06tcDyhx9+WNOmTdOUKVOUmpqqzz77TJ999lm+NlWqVNH48eP1zDPPlDq+4qpdu7a+++47/fOf/1R0dLR27NihHTt2FNq+LHOZ559/XqGhocrMzNRbb72Vb13v3r01ffp0SdLLL7+sXbt2KTY2VgcOHCiQq9WuXVuzZ8/WZ599VmiBTip+vnc9Xl5emj9/vl588UUlJiZq6dKlVp/C6tGjh+XpSHvx8vJSTEyM0tLStGbNmiKfiKxZs6befPNN9ejRo8A6d3d3LViwQOPGjdOOHTsUExNjNee2przzZzc3N82dO1evv/66fvnlFx06dKjIhwr+ftMayIsCHeBgBg4cqMcff1yrVq3Sli1bdOTIEV24cEFVqlRRvXr11LZtW3Xr1k09e/Ys1vgSt912m1auXKlVq1Zp/fr1iomJUXJysqpUqSIvLy+1a9dOPXr0sFroa968uVasWGGZbj4xMVE1a9aUj4+PgoKC1LVrVy1fvvyGjtfZ2VlvvfWWHn/8cX3//ffauXOnkpKS5Obmpttuu01du3bV4MGDHaboYYt4H374Yc2fP18LFy7U/v37dfHiRauvaUrXksBFixZp1apVWrNmjWJjY5WSkqLq1avLZDKpZ8+e5fJqq9mbb76pYcOG6bffflN0dLT++OMPJSQkKDU1VS4uLrrlllt055136r777tOTTz5Z5Gxj7u7u+uyzz7R9+3YtX77cci5zcnJUr149tWrVSv7+/nr88ccL9K1atao+//xzbdq0SStWrNCePXt08eJFeXh4qGnTpurevbueffZZmyX6rq6uevvttzVw4EAtXbpUkZGR+uuvv5SWliYPDw81adJEPj4+6tKlS4HxIAEANx9nZ2dVr15dNWvWVKNGjeTj4yM/Pz89/PDDN3RNfuKJJ1S3bl1t27ZN+/fv19mzZ3X+/HllZ2erbt26atOmjR577DE9/vjjhU5g0Lt3b917771asGCBtm7dqr/++ku5ubmqX7++7r//fj333HNq2bJlqWMsqVtvvVWLFi3Sli1btGbNGu3Zs0dJSUnKzs5WzZo15e3trfbt2ysgIMAyzmxZaN26tZYsWaL//e9/2rVrl5KSkqy+wlqzZk199913mjdvntatW6cTJ06oSpUqatiwoSXPK85snSXJ966nTZs2Wr9+vRYtWqSNGzfq2LFjSk9PV506ddSuXTv17t3bMnmIPc2ZM0dHjx7V77//rl27dunIkSM6c+aM0tLSVLVqVdWuXVstWrTQgw8+qF69ehWZL3t6eurbb7/Vhg0btHr1au3du1cXLlyQk5OT6tevLx8fH3Xv3l2BgYEF+pZ3/lyjRg3Nnj1b0dHRWrlypaKjo5WYmKiMjAzVqFFDt912m+666y517dpVnTt3tsk+cXNyMhjJEAAAAAAAALAbJokAAAAAAAAA7IgCHQAAAAAAAGBHFOgAAAAAAAAAO6JABwAAAAAAANgRBToAAAAAAADAjijQAQAAAAAAAHZEgQ4AAAAAAACwIwp0AAAAAAAAgB1RoAMAAAAAAADsiAIdAAAAAAAAYEcU6AAAAAAAAAA7okAHAAAAAAAA2BEFOgAAAAAAAMCOKNABAAAAAAAAdvT/AOLMTgvkHeFfAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Whole distribution of CyberSickness Data\n",
    "## Score distribution of 159 samplers\n",
    "SSQs, Nauseas, Oculomotors, Disorientations = [], [], [], []\n",
    "for key, values in tqdm(dataPoolfont_sizefont_size.items(),disable=True):\n",
    "    SSQs.append(values.SicknessLevel.SSQ)\n",
    "    Nauseas.append(values.SicknessLevel.Nausea)\n",
    "    Oculomotors.append(values.SicknessLevel.Oculomotor)\n",
    "    Disorientations.append(values.SicknessLevel.Disorientation)\n",
    "\n",
    "plt.figure(figsize=(15, 10))\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "sns.histplot(SSQs, bins=10, label='SSQ')\n",
    "plt.xlabel(\"SSQ Score\", fontsize=font_size)\n",
    "plt.ylabel(\"Count\", fontsize=font_size)\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "sns.histplot(Nauseas, bins=10, label='Nausea')\n",
    "plt.xlabel(\"SSQ Score\", fontsize=font_size)\n",
    "plt.ylabel(\"Count\", fontsize=font_size)\n",
    "\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "sns.histplot(Oculomotors, bins=10, label='Oculomotor')\n",
    "plt.xlabel(\"Oculomotor Score\", fontsize=font_size)\n",
    "plt.ylabel(\"Count\", fontsize=font_size)\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "sns.histplot(Disorientations, bins=10, label='Disorientation')\n",
    "plt.xlabel(\"Disorientation Score\", fontsize=font_size)\n",
    "plt.ylabel(\"Count\", fontsize=font_size)\n",
    "\n",
    "sns.despine(top=True, right=True, left=False, bottom=False)\n",
    "plt.savefig('./fig_whole_dis.jpg')"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyze one sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = one_sample.Steam.rawHead.Time\n",
    "d1 = {\"time\": x, \"position_x\": list(one_sample.Steam.rawHead.local_X)}\n",
    "d1 = pd.DataFrame(d1)\n",
    "d2 = {\"time\": x, \"position_y\": list(one_sample.Steam.rawHead.local_Y)}\n",
    "d2 = pd.DataFrame(d2)\n",
    "d3 = {\"time\": x, \"position_z\": list(one_sample.Steam.rawHead.local_Z)}\n",
    "d3 = pd.DataFrame(d3)\n",
    "d4 = {\"time\": x, \"rotation_x\": list(one_sample.Steam.rawHead.local_EulerAngles_X)}\n",
    "d4 = pd.DataFrame(d4)\n",
    "d5 = {\"time\": x, \"rotation_y\": list(one_sample.Steam.rawHead.local_EulerAngles_Y)}\n",
    "d5 = pd.DataFrame(d5)\n",
    "d6 = {\"time\": x, \"rotation_z\": list(one_sample.Steam.rawHead.local_EulerAngles_Z)}\n",
    "d6 = pd.DataFrame(d6)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Raw Head Position Data from One Sample\n",
    "plt.figure(figsize=(15, 8))\n",
    "\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Position_z\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"position_x\", data=d1, label='position_x')\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Position_y\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"position_y\", data=d2,  label='position_y')\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Position_z\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"position_z\", data=d3,  label='position_z')\n",
    "\n",
    "plt.legend(loc=\"upper right\")\n",
    "plt.savefig('./fig_head_position.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Raw Head Rotation Data from One Sample\n",
    "plt.figure(figsize=(15, 8))\n",
    "plt.subplot(3, 1, 1)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Rotation_x\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"rotation_x\", data=d4,  label='rotation_x')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(3, 1, 2)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Rotation_y\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"rotation_y\", data=d5,  label='rotation_y')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(3, 1, 3)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Rotation_z\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"rotation_z\", data=d6,  label='rotation_z')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.savefig('./fig_head_rotation.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x580 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## ## Raw Speed and Raw Rotation from One Sample\n",
    "plt.figure(figsize=(15, 5.8))\n",
    "\n",
    "x = one_sample.Steam.rawSpeed.Time\n",
    "d1 = {\"time\": x, \"speed\": list(one_sample.Steam.rawSpeed.Speed)}\n",
    "d1 = pd.DataFrame(d1)\n",
    "d2 = {\"time\": x, \"rotation\": list(one_sample.Steam.rawRotation.Rotation)}\n",
    "d2 = pd.DataFrame(d2)\n",
    "\n",
    "plt.subplot(2, 1, 1)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Speed\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"speed\", data=d1, label='speed')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"Rotation\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"rotation\", data=d2,  label='rotation')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.savefig('./fig_speed_rotation.jpg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x580 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Biosignal Data from One Sample\n",
    "plt.figure(figsize=(15, 5.8))\n",
    "d1 = {\"time\": one_sample.Empatica.BVP.E4_Time - one_sample.Empatica.BVP.E4_Time[0], \"BVP\": list(one_sample.Empatica.BVP.BVP)}\n",
    "d1 = pd.DataFrame(d1)\n",
    "d2 = {\"time\": one_sample.Empatica.GSR.E4_Time - one_sample.Empatica.GSR.E4_Time[0], \"GSR\": list(one_sample.Empatica.GSR.GSR)}\n",
    "d2 = pd.DataFrame(d2)\n",
    "d3 = {\"time\": one_sample.Empatica.HR.E4_Time - one_sample.Empatica.HR.E4_Time[0], \"HR\": list(one_sample.Empatica.HR.HR)}\n",
    "d3 = pd.DataFrame(d3)\n",
    "d4 = {\"time\": one_sample.Empatica.TEM.E4_Time - one_sample.Empatica.TEM.E4_Time[0], \"TEM\": list(one_sample.Empatica.TEM.TEM)}\n",
    "d4 = pd.DataFrame(d4)\n",
    "\n",
    "plt.subplot(2, 2, 1)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"BVP\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"BVP\", data=d1, label='BVP')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(2, 2, 2)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"GSR\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"GSR\", data=d2,  label='GSR')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(2, 2, 3)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"HR\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"HR\", data=d3,  label='HR')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.subplot(2, 2, 4)\n",
    "plt.xlabel(\"Time(s)\", fontsize=font_size)\n",
    "plt.ylabel(\"TEM\", fontsize=font_size)\n",
    "ax = sns.lineplot(x=\"time\", y=\"TEM\", data=d4,  label='TEM')\n",
    "plt.legend(loc=\"upper right\")\n",
    "\n",
    "plt.savefig('./fig_biosignal.jpg')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "navi",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "f7575f3bd98afabf2d5854d865eeb74e63c1fa0d72f97c5eb0efaa78bf6474c1"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
